Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 7 May 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Scala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Scala over the 6 months to 7 May 2021 with a comparison to the same period in the previous 2 years.

Scala
England > Yorkshire
6 months to
7 May 2021		 Same period 2020 Same period 2019
Rank 142 131 200
Rank change year-on-year -11 +69 +43
Permanent jobs citing Scala 82 90 91
As % of all permanent jobs advertised in Yorkshire 1.62% 1.81% 1.21%
As % of the Programming Languages category 3.12% 3.44% 2.38%
Number of salaries quoted 70 66 61
10th Percentile £48,500 £42,500 £28,750
25th Percentile £51,250 £43,125 £37,500
Median annual salary (50th Percentile) £57,500 £55,000 £55,000
Median % change year-on-year +4.55% - +10.00%
75th Percentile £63,750 £62,500 £57,500
90th Percentile £75,000 £67,500 £65,000
England median annual salary £75,000 £75,000 £70,000
% change year-on-year - +7.14% +3.70%

Scala is in the Programming Languages category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for coding skills.

All Programming Languages
Yorkshire
Permanent vacancies with a requirement for coding skills 2,627 2,617 3,822
As % of all permanent IT jobs advertised in Yorkshire 51.88% 52.65% 51.03%
Number of salaries quoted 2,250 2,317 3,188
10th Percentile £31,250 £29,750 £28,750
25th Percentile £37,500 £35,000 £33,750
Median annual salary (50th Percentile) £47,500 £45,000 £42,500
Median % change year-on-year +5.56% +5.88% -
75th Percentile £61,250 £57,500 £52,500
90th Percentile £67,500 £66,250 £60,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

Scala
Job Vacancy Trend in Yorkshire

Job postings citing Scala as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Scala in Yorkshire

Scala
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Scala in Yorkshire.

Salary trend for Scala in Yorkshire

Scala
Salary Histogram in Yorkshire

Salary distribution for jobs citing Scala in Yorkshire over the 6 months to 7 May 2021.

Salary histogram for Scala in Yorkshire

Scala
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Scala within the Yorkshire region over the 6 months to 7 May 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year		 Matching
Permanent
IT Job Ads		 Median Salary
Past 6 Months		 Median Salary
% Change
on Same Period
Last Year		 Live
Job
Vacancies
West Yorkshire -20 55 £57,500 +4.55% 8
South Yorkshire -17 24 £57,500 +21.05% 1
East Yorkshire - 3 £30,000 -
Scala
England

For the 6 months to 7 May 2021, IT jobs citing Scala also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Scala.

1 80 (97.56%) Python
2 73 (89.02%) Azure
3 69 (84.15%) Agile Software Development
4 65 (79.27%) DevOps
5 62 (75.61%) Java
6 61 (74.39%) C#
7 59 (71.95%) AWS
8 58 (70.73%) Kubernetes
9 56 (68.29%) Docker
10 54 (65.85%) JavaScript
10 54 (65.85%) TDD
10 54 (65.85%) Software Engineering
11 53 (64.63%) GCP
12 51 (62.20%) Go
12 51 (62.20%) Terraform
13 50 (60.98%) AngularJS
13 50 (60.98%) C++
13 50 (60.98%) OOP
14 49 (59.76%) Vue.js
15 48 (58.54%) Kotlin
15 48 (58.54%) Don't repeat yourself (DRY)
15 48 (58.54%) AWS CloudFormation
15 48 (58.54%) Unit Testing
15 48 (58.54%) Ruby
15 48 (58.54%) SOLID
16 20 (24.39%) SQL
17 18 (21.95%) Data Lake
18 16 (19.51%) Databricks
18 16 (19.51%) Apache Spark
19 15 (18.29%) T-SQL

Scala
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 16 (19.51%) Apache Spark
2 10 (12.20%) Apache
3 5 (6.10%) Apache Synapse
4 2 (2.44%) Apache Airflow
4 2 (2.44%) Luigi
5 1 (1.22%) Elasticsearch
Cloud Services
1 73 (89.02%) Azure
2 59 (71.95%) AWS
3 53 (64.63%) GCP
4 48 (58.54%) AWS CloudFormation
5 15 (18.29%) Azure Data Factory
6 14 (17.07%) Azure Synapse Analytics
6 14 (17.07%) Power Platform
7 5 (6.10%) Azure Functions
7 5 (6.10%) Azure Stack
7 5 (6.10%) Serverless
8 3 (3.66%) SaaS
Communications & Networking
1 3 (3.66%) Internet
Database & Business Intelligence
1 18 (21.95%) Data Lake
2 14 (17.07%) Data Warehouse
2 14 (17.07%) Power BI
3 13 (15.85%) SQL Server
4 12 (14.63%) Relational Database
5 11 (13.41%) Big Data
6 10 (12.20%) Azure SQL Data Warehouse
6 10 (12.20%) Enterprise Data Warehouse
6 10 (12.20%) Spark SQL
6 10 (12.20%) SQL Server Integration Services
7 9 (10.98%) SQL Server Analysis Services
8 8 (9.76%) SQL Server Reporting Services
9 6 (7.32%) Hadoop
10 5 (6.10%) Azure SQL Database
10 5 (6.10%) Microsoft Analysis Services
11 4 (4.88%) Essbase
11 4 (4.88%) OLAP
11 4 (4.88%) OLTP
11 4 (4.88%) RDBMS
12 3 (3.66%) Apache Hive
Development Applications
1 2 (2.44%) Git (software)
1 2 (2.44%) Maven
2 1 (1.22%) Jenkins
General
1 7 (8.54%) Social Skills
2 5 (6.10%) Finance
2 5 (6.10%) Presentation Skills
3 1 (1.22%) Analytical Skills
3 1 (1.22%) Banking
3 1 (1.22%) Games
Job Titles
1 49 (59.76%) Software Engineer
2 16 (19.51%) Data Engineer
3 9 (10.98%) Architect
3 9 (10.98%) Azure Architect
4 6 (7.32%) Developer
5 5 (6.10%) Azure Engineer
6 4 (4.88%) Senior Data Engineer
6 4 (4.88%) Solutions Architect
7 3 (3.66%) Data Architect
7 3 (3.66%) Software Developer
8 2 (2.44%) Big Data Engineer
8 2 (2.44%) Java Developer
8 2 (2.44%) Scala Engineer
9 1 (1.22%) Angular Developer
9 1 (1.22%) AWS Engineer
9 1 (1.22%) Cloud Engineer
9 1 (1.22%) Hadoop Engineer
9 1 (1.22%) MongoDB Developer
9 1 (1.22%) Python Engineer
9 1 (1.22%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 50 (60.98%) AngularJS
2 49 (59.76%) Vue.js
3 11 (13.41%) PySpark
4 8 (9.76%) Kafka
5 3 (3.66%) .NET
5 3 (3.66%) HTML
6 2 (2.44%) Pandas
6 2 (2.44%) Spark Streaming
7 1 (1.22%) Apache Avro
7 1 (1.22%) Apache Flex
7 1 (1.22%) Node.js
7 1 (1.22%) NumPy
7 1 (1.22%) React
7 1 (1.22%) Spring
7 1 (1.22%) Spring Boot
Miscellaneous
1 3 (3.66%) Data Structures
2 2 (2.44%) Algorithms
3 1 (1.22%) Enterprise Software
3 1 (1.22%) Greenfield Project
Processes & Methodologies
1 69 (84.15%) Agile Software Development
2 65 (79.27%) DevOps
3 54 (65.85%) Software Engineering
3 54 (65.85%) TDD
4 50 (60.98%) OOP
5 48 (58.54%) Don't repeat yourself (DRY)
5 48 (58.54%) SOLID
5 48 (58.54%) Unit Testing
6 14 (17.07%) Data Engineering
7 13 (15.85%) Data Architecture
8 12 (14.63%) ETL
9 11 (13.41%) Data Integration
10 10 (12.20%) Business Intelligence
10 10 (12.20%) Data Modelling
10 10 (12.20%) Visualisation
11 8 (9.76%) Analytics
12 7 (8.54%) Data Governance
13 6 (7.32%) Data Migration
13 6 (7.32%) Event-Driven Architecture
13 6 (7.32%) Migration
Programming Languages
1 80 (97.56%) Python
2 62 (75.61%) Java
3 61 (74.39%) C#
4 54 (65.85%) JavaScript
5 51 (62.20%) Go
6 50 (60.98%) C++
7 48 (58.54%) Kotlin
7 48 (58.54%) Ruby
8 20 (24.39%) SQL
9 15 (18.29%) T-SQL
10 5 (6.10%) PL/SQL
11 3 (3.66%) PHP
12 2 (2.44%) R
13 1 (1.22%) MATLAB
Quality Assurance & Compliance
1 6 (7.32%) Data Quality
System Software
1 56 (68.29%) Docker
2 3 (3.66%) HDFS
3 1 (1.22%) Apache ZooKeeper
Systems Management
1 58 (70.73%) Kubernetes
2 51 (62.20%) Terraform
3 2 (2.44%) Oozie
3 2 (2.44%) Rancher
4 1 (1.22%) Hadoop YARN
Vendors
1 16 (19.51%) Databricks
2 4 (4.88%) Alteryx
3 2 (2.44%) Microsoft